Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Gemini 3.8 Flash (high): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) and Terminus-2 – Gemini 3.8 Flash (high) on the Geospatial Agent Index, each benchmark, cost, time and token use, from the same tasks, agent and limits. Methodology.

Side by side

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Gemini 3.8 Flash (high)
MetricTerminus-2 – DeepSeek V4 Pro (high)Terminus-2 – Gemini 3.8 Flash (high)
Geospatial Agent Index72* (attempts per task: 3.8)39* (attempts per task: 2.9)
GeoAgentBench score9658
GeoBenchX score4940
Earth-Bench score4528
GeoAnalystBench score10032
Raster and remote sensing score5937
Vector and overlay score7244
Networks and routing score10080
Climate and time series score5026
Spatial statistics and interpolation score3317
Mapping and cartography score6825
Recognising infeasible requests score4767
Cost per task$0.365$0.308
Time per task9.0 min8.2 min
Tokens per attempt297k982k
Turns per attempt14.832.4
Attempts decided544278
Input price per 1M tokens$1.32$0.75
Output price per 1M tokens$3.96$3.75
Context window1,048,5761,048,576
Image inputNoYes
DeveloperDeepSeekGoogle

Charts

Geospatial Agent Index

Equal-weight average of the evaluation scores, 0 to 100 · Higher is better

  • Partial coverage
Geospatial Agent IndexTerminus-2 – DeepSeek V4 Pro (high): 72* (partial coverage); Terminus-2 – Gemini 3.8 Flash (high): 39* (partial coverage)025507510072*DeepSeek V4 Pro (high)39*Gemini 3.8 Flash (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek72* (attempts per task: 3.8)30 to 844 of 4544 of 1,167 planned attempts
Terminus-2 – Gemini 3.8 Flash (high)Google39* (attempts per task: 2.9)13 to 804 of 4278 of 1,167 planned attempts (1 excluded)

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Gemini 3.8 Flash (high): $0.308 (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): $0.365 (partial coverage)$0$0.100$0.200$0.300$0.400$0.308Gemini 3.8 Flash (high)$0.365DeepSeek V4 Pro (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek$0.3651,106 of 1,167 planned attempts
Terminus-2 – Gemini 3.8 Flash (high)Google$0.308835 of 1,167 planned attempts (1 excluded)

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemini 3.8 Flash (high): 8.2 min (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): 9.0 min (partial coverage)0m2m5m8m10m8.2 minGemini 3.8 Flash (high)9.0 minDeepSeek V4 Pro (high)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek9.0 min1,106 of 1,167 planned attempts
Terminus-2 – Gemini 3.8 Flash (high)Google8.2 min835 of 1,167 planned attempts (1 excluded)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.8 Flash (high)?
Terminus-2 – DeepSeek V4 Pro (high), at 72 against 39 for Terminus-2 – Gemini 3.8 Flash (high). Terminus-2 – DeepSeek V4 Pro (high): 544 of 1,167 planned attempts. Terminus-2 – Gemini 3.8 Flash (high): 278 of 1,167 planned attempts (1 excluded). Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.8 Flash (high)?
Terminus-2 – Gemini 3.8 Flash (high), at $0.308 against $0.365 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.8 Flash (high)?
Terminus-2 – Gemini 3.8 Flash (high), at 8.2 min against 9.0 min for Terminus-2 – DeepSeek V4 Pro (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.8 Flash (high)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – Gemini 3.8 Flash (high) · all comparisons